Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Enrollment, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-132297	ENR	Elizabeth Johnson	1956-08-09	UHC-09419-50	7193118670	6599 River Rd, Phoenix, AZ, 85020	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-112474	ENR	Madison Z Mendez	1988-10-11	UHC-71301-92	4598043383	8233 Bayshore Dr, Dallas, TX, 75257	0.62	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139927	ENR	David Vezquez	1991-07-20	UHC-60007-82	6243644386	5431 Mesa Dr, Atlanta, GA, 30391	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118916	ENR	Denise N Hughes	1952-09-28	UHC-47133-47	5744076369	4650 Market St, Jacksonville, FL, 32249	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-135725	ENR	Charles M Wang	1994-02-03	UHC-35113-59	—	9780 Willow Ct, Los Angeles, CA, 90031	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113500	ENR	Debra E Mejia	2004-10-27	UHC-43299-12	4674659001	212 Sage Ct, Dallas, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124249	ENR	Kathryn O Henderson	2006-01-19	UHC-99531-61	6602192606	3638 Pine Dr # 972, Sacramento, CA, 95892	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-141453	ENR	Juan C Obrien	2008-07-20	UHC-63527-62	4288045490	1923 Elm St, Los Angeles, CA, 90045	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-140516	ENR	Gonzalez Katherine	1958-10-26	—	—	3627 Highland Ave, Tampa, FL, 33637	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-138864	ENR	Kevin H Romero	2005-01-10	UHC-28011-67	5086187276	6858 Lake View Rd, Fresno, CA, 93706	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108707	ENR	Jean I Brown	1938-02-24	UHC-02515-86	8969464597	9596 Lake View Rd, Glendale, AZ, 85354	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134148	ENR	Gabriel M Spencer	1954-01-08	UHC-44268-23	5799634676	5592 Pine Dr, Miami, FL, 33150	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120947	ENR	Margaret R Lane	1979-04-20	UHC-85163-67	—	2784 Spring St, Plano, TX, 75015	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-115728	ENR	Andrea Cunninhgam	2002-03-21	UHC-76946-30	3855062175	8232 Palm Dr, Glendale, AZ, 85388	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116946	ENR	Angela Russell	1994-02-13	UHC-68381-32	3505888932	7156 Palm Dr, Charlotte, NC, 28213	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-129283	ENR	Charles D Cook	1998-06-25	UHC-52550-77	5102279429	7590 Harbor Blvd, San Diego, CA, 92174	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111555	ENR	Nathan Rose	1964-05-05	UHC-57831-42	9882545271	439 Baseline Rd, Denver, CO, 80269	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129324	ENR	Valentina Weebr	2006-12-12	UHC-57709-74	2583108678	312 Hillcrest Rd, Columbus, OH, 43201	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-112464	ENR	Aaron O Estrada	1988-08-23	UHC-63672-89	3947125800	8086 Pine Dr, Scottsdale, AZ, 85208	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116990	ENR	Daniel George	1953-03-20	UHC-72093-23	4159415765	9371 Meadow Ln, Los Angeles, CA, 90007	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-132719	ENR	Wayne E Obryen	1973-01-20	UHC-06710-35	4597804684	1154 Mountain View Dr # 807, Denver, CO, 80293	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-142283	ENR	Jeffey Bell	1972-05-09	UHC-87351-38	6087265591	5075 Lincoln Way, Charlotte, NC	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-117801	ENR	Jason T Phillips	1986-08-11	UHC-16875-64	—	6367 Maple Ave, Houston, TX, 77051	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-138022	ENR	Emma Q Jones	1984-09-21	UHC-90645-71	7348637725	6315 Spring St, Mesa, AZ, 85228	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133346	ENR	Kathleen Jordan	1993-05-20	UHC-29134-81	4562653540	5168 River Rd, Houston, TX, 77026	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125134	ENR	Nathan Patterson	2007-05-04	UHC-25197-71	2359977325	1020 Central Ave, Los Angeles, CA, 90095	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-130996	ENR	Kathryn L Schmidt	1992-04-13	UHC-54467-52	8232869894	6379 Main St, Phoenix, AZ, 85000	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135169	ENR	Sara I Baker	1979-12-05	UHC-35017-70	5226618224	9270 Valley View Dr Apt 7, Houston, TX, 77071	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-143080	ENR	Alan Mendez	1979-10-25	UHC-71838-76	5805988097	7393 Central Ave # 835, Eden Prairie, MN, 55302	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-123035	ENR	Jerry L Jenkins	1965-07-13	UHC-66005-72	6953877776	4174 Pine Dr, Tampa, FL, 33627	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-121768	ENR	Ahmed P Fisher	1986-05-01	UHC-68058-04	5053056699	44 Elm St, Seattle, WA, 98149	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-140348	ENR	Timothy Carter	1941-02-01	UHC-21773-28	9864805461	405 Sage Ct # 285, Sacramento, CA, 95803	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-128788	ENR	Mei D Montgomery	1980-10-03	UHC-76866-45	8806903350	3156 Harbor Blvd, Gilbert, AZ, 85276	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117433	ENR	Benjamin Mendez	1939-12-09	UHC-12746-66	2567746169	5835 Oak St, Gilbert, AZ, 85248	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120202	ENR	Paul E Hernandez	1954-12-17	UHC-38285-60	3323706862	9335 Indian School Rd, Chandler, AZ, 85207	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101295	ENR	Amber N Greene	1942-05-19	UHC-79174-43	2484631948	7738 Market St, Denver, CO, 80286	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111225	ENR	Gary Greene	1939-11-01	UHC-81078-05	5075734084	1733 River Rd # 757, Houston, TX, 77027	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-137955	ENR	Cheryl R Harvey	1954-09-11	UHC-06347-28	4122967564	1249 Hillcrest Rd Apt 13, Plano, TX, 75028	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-128374	ENR	Justin X Barnes	1994-06-25	UHC-81905-48	—	2955 Elm St, Mesa, AZ, 85228	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-128375	ENR	Justin X Barnes	1994-06-25	UHC-81905-48	—	2955 Elm St, Mesa, AZ, 85228	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-101820	ENR	LarryJunk	1970-10-10	UHC-13292-28	3102216691	6320 Baseline Rd, Eden Prairie, MN, 55358	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111751	ENR	Sofia U Vazquez	1971-05-03	UHC-95246-52	4575405160	6152 Apache Blvd, Seattle, WA, 98197	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-131414	ENR	Mark H Kelly	1978-10-13	UHC-20486-09	2392338348	9319 Main St Apt 40, San Diego, CA, 92127	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-125176	ENR	Julia W Alexander	1993-08-02	UHC-68877-99	9676340616	5257 Elm St, Gilbert, AZ, 85225	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-137644	ENR	Brian G Lawson	1971-05-27	UHC-35027-61	3247113726	5362 Central Ave # 719, Seattle, WA, 98158	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
ENR-130342	ENR	Joose T Arnold	1973-03-20	UHC-02380-94	7735759385	9748 Lake View Rd, Nashville, TN, 37247	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-112096	ENR	Juan M Murphy	1973-10-03	UHC-80089-58	6846278951	147 Canyon Rd, Tampa, FL, 33668	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123150	ENR	Tim O Lewis	1971-11-25	UHC-64916-92	9272053777	9046 Pine Dr, Tucson, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-123846	ENR	Ashley YJunk	1953-01-27	UHC-59839-26	2776098852	4201 Broadway Apt 25, Dallas, TX, 75202	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-123686	ENR	Sophia U Butler	1987-10-25	UHC-99861-22	3664485881	8857 Washington St Apt 18, Orlando, FL, 32847	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more

13,989 rows, page 48 of 280Previous Next